Cross-Lingual Consensus: Aligning Multilingual Cultural Knowledge via Multilingual Self-Consistency

In three linesSelf-supervised framework to align multilingual cultural knowledge in LLMs. Uses multilingual self-consistency to identify reliable cultural responses and transfer them to weaker languages. Improves BLEnD benchmark performance by average 5.03% using only self-generated data.

Summary generated by Claude — human-verified